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+# MURA
+MURA(musculoskeletal radiographs) - bone x-ray
+
+Reference: https://stanfordmlgroup.github.io/competitions/mura/
+
+### Prerequite
+Python 3.5
+<br>TensorFlow 1.8+
+<br>keras 2.2.0
+<br>numpy 1.14.5
+<br>pandas 0.23.3
+<br>sklearn 0.19.1
+
+### histogram_equalization usage
+keras_preprocessing package 의 image.py 파일에 data augmentation부분이 수정되야함
+/home/casper/.local/lib/python3.5/site-packages/keras_preprocessing/image.py 를 해당 image.py로 교체 
+
+```shell
+### Clone the repo.
+git clone https://github.com/AItrics/MURA.git
+cd MURA
+
+### Transform MURA-v1.1 folder to data folder
+python3 download_and_convert_mura.py
+### training에 들어가는 Input형태로 폴더와 파일을 정라하여 /data폴더에 넣어줌
+
+### Run
+python3 train.py
+
+### To evaluate
+python3 eval.py
+python3 predict.py MURA-v1.1/valid.csv prediction.csv
+```
+### Performance 
+- Ensemble Model
+(model1 + model3 + model3  + model5 + model5) /5 로 평균낸 ensemble
+
+|                                  | val_loss  | accuracy  |
+| -------------------------------: | :-------- | :---------|
+|  DenseNet201(420x420)            | 0.4320    | 0.8332    |
+|  DenseNet169(520x520)with cutout | 0.4045    | 0.8313    |
+|  InceptionResNetV2(420x420)      | 0.4211    | 0.8341    |
+|  DenseNet201(420x420)            | 0.4311    | 0.8177    |
+|  DenseNet169(520x520)            | 0.4082    | 0.8307    |
+
+|                 | per image | per study |
+| --------------: | :-------- | :---------|
+|    accuracy     | 0.831     | 0.857     |
+|       f1        | 0.846     | 0.875     |
+|    precision    | 0.806     | 0.840     |
+|     recall      | 0.889     | 0.914     |
+| **cohen_kappa** | **0.661** | **0.708** |
+
+
+- Single Model (DenseNet169 with Histogram Equalization, batch_size=8,  img_size=420)
+@strange://shared/casper/MURA/models/DenseNet169_420_NEW_HIST.hdf5
+
+|                 | single    | 
+| --------------: | :-------- | 
+|      loss       | 0.4125    | 
+|    accuracy     | 0.856     | 
+|       f1        | 0.870     | 
+|    precision    | 0.866     | 
+|     recall      | 0.873     | 
+| **cohen_kappa** | **0.705** | 
+
+### data
+데이터경로 :
+<br>MURA-v1.1 : @strange:/shared/casper/MURA/MURA-v1.1(36808장) 또는 @strange:/shared/casper/MURA/MURA-v1.1.zip 
+<br>MURA-v1.0 : @strange:/shared/casper/MURA/MURA-v1.0          또는 @strange:/shared/casper/MURA/mura-v1.0.zip
+<br>MURAv1.0 + MURAv1.1(49158장) : @strange:/shared/casper/MURA/data 
+
+### log
+로그 보기 예시:
+tensorboard --logdir=./logs/DenseNet169_420_NEW_HIST/
+
+### model
+모델 경로:
+./models